public void HiLowTemporal()
{
var temporal = new TemporalMLDataSet(5, 1);
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, false, true));
for (int i = 0; i < 10; i++)
{
TemporalPoint tp = temporal.CreatePoint(i);
tp[0] = 1.0 + (i * 3);
tp[1] = 2.0 + (i * 3);
tp[2] = 3.0 + (i * 3);
}
temporal.HighSequence = 8;
temporal.LowSequence = 2;
temporal.Generate();
Assert.AreEqual(10, temporal.InputNeuronCount);
Assert.AreEqual(1, temporal.OutputNeuronCount);
Assert.AreEqual(7, temporal.CalculateActualSetSize());
IEnumerator <IMLDataPair> itr = temporal.GetEnumerator();
itr.MoveNext();
// set 0
IMLDataPair pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(7.0, pair.Input[0]);
Assert.AreEqual(8.0, pair.Input[1]);
Assert.AreEqual(10.0, pair.Input[2]);
Assert.AreEqual(11.0, pair.Input[3]);
Assert.AreEqual(13.0, pair.Input[4]);
Assert.AreEqual(14.0, pair.Input[5]);
Assert.AreEqual(16.0, pair.Input[6]);
Assert.AreEqual(17.0, pair.Input[7]);
Assert.AreEqual(19.0, pair.Input[8]);
Assert.AreEqual(20.0, pair.Input[9]);
Assert.AreEqual(24.0, pair.Ideal[0]);
}
public void HiLowTemporal()
{
var temporal = new TemporalMLDataSet(5, 1);
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, false, true));
for (int i = 0; i < 10; i++)
{
TemporalPoint tp = temporal.CreatePoint(i);
tp.Data[0] = 1.0 + (i*3);
tp.Data[1] = 2.0 + (i*3);
tp.Data[2] = 3.0 + (i*3);
}
temporal.HighSequence = 8;
temporal.LowSequence = 2;
temporal.Generate();
Assert.AreEqual(10, temporal.InputNeuronCount);
Assert.AreEqual(1, temporal.OutputNeuronCount);
Assert.AreEqual(7, temporal.CalculateActualSetSize());
IEnumerator<IMLDataPair> itr = temporal.GetEnumerator();
itr.MoveNext();
// set 0
IMLDataPair pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(7.0, pair.Input.Data[0]);
Assert.AreEqual(8.0, pair.Input.Data[1]);
Assert.AreEqual(10.0, pair.Input.Data[2]);
Assert.AreEqual(11.0, pair.Input.Data[3]);
Assert.AreEqual(13.0, pair.Input.Data[4]);
Assert.AreEqual(14.0, pair.Input.Data[5]);
Assert.AreEqual(16.0, pair.Input.Data[6]);
Assert.AreEqual(17.0, pair.Input.Data[7]);
Assert.AreEqual(19.0, pair.Input.Data[8]);
Assert.AreEqual(20.0, pair.Input.Data[9]);
Assert.AreEqual(24.0, pair.Ideal.Data[0]);
}
public void BasicTemporal()
{
var temporal = new TemporalMLDataSet(5, 1);
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, false, true));
for (int i = 0; i < 10; i++)
{
TemporalPoint tp = temporal.CreatePoint(i);
tp[0] = 1.0 + (i*3);
tp[1] = 2.0 + (i*3);
tp[2] = 3.0 + (i*3);
}
temporal.Generate();
Assert.AreEqual(10, temporal.InputNeuronCount);
Assert.AreEqual(1, temporal.OutputNeuronCount);
Assert.AreEqual(10, temporal.CalculateActualSetSize());
IEnumerator<IMLDataPair> itr = temporal.GetEnumerator();
itr.MoveNext();
// set 0
IMLDataPair pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(1.0, pair.Input[0]);
Assert.AreEqual(2.0, pair.Input[1]);
Assert.AreEqual(4.0, pair.Input[2]);
Assert.AreEqual(5.0, pair.Input[3]);
Assert.AreEqual(7.0, pair.Input[4]);
Assert.AreEqual(8.0, pair.Input[5]);
Assert.AreEqual(10.0, pair.Input[6]);
Assert.AreEqual(11.0, pair.Input[7]);
Assert.AreEqual(13.0, pair.Input[8]);
Assert.AreEqual(14.0, pair.Input[9]);
Assert.AreEqual(18.0, pair.Ideal[0]);
// set 1
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(4.0, pair.Input[0]);
Assert.AreEqual(5.0, pair.Input[1]);
Assert.AreEqual(7.0, pair.Input[2]);
Assert.AreEqual(8.0, pair.Input[3]);
Assert.AreEqual(10.0, pair.Input[4]);
Assert.AreEqual(11.0, pair.Input[5]);
Assert.AreEqual(13.0, pair.Input[6]);
Assert.AreEqual(14.0, pair.Input[7]);
Assert.AreEqual(16.0, pair.Input[8]);
Assert.AreEqual(17.0, pair.Input[9]);
Assert.AreEqual(21.0, pair.Ideal[0]);
// set 2
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(7.0, pair.Input[0]);
Assert.AreEqual(8.0, pair.Input[1]);
Assert.AreEqual(10.0, pair.Input[2]);
Assert.AreEqual(11.0, pair.Input[3]);
Assert.AreEqual(13.0, pair.Input[4]);
Assert.AreEqual(14.0, pair.Input[5]);
Assert.AreEqual(16.0, pair.Input[6]);
Assert.AreEqual(17.0, pair.Input[7]);
Assert.AreEqual(19.0, pair.Input[8]);
Assert.AreEqual(20.0, pair.Input[9]);
Assert.AreEqual(24.0, pair.Ideal[0]);
// set 3
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(10.0, pair.Input[0]);
Assert.AreEqual(11.0, pair.Input[1]);
Assert.AreEqual(13.0, pair.Input[2]);
Assert.AreEqual(14.0, pair.Input[3]);
Assert.AreEqual(16.0, pair.Input[4]);
Assert.AreEqual(17.0, pair.Input[5]);
Assert.AreEqual(19.0, pair.Input[6]);
Assert.AreEqual(20.0, pair.Input[7]);
Assert.AreEqual(22.0, pair.Input[8]);
Assert.AreEqual(23.0, pair.Input[9]);
Assert.AreEqual(27.0, pair.Ideal[0]);
}
public void BasicTemporal()
{
var temporal = new TemporalMLDataSet(5, 1);
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, true, false));
temporal.AddDescription(new TemporalDataDescription(TemporalDataDescription.Type.Raw, false, true));
for (int i = 0; i < 10; i++)
{
TemporalPoint tp = temporal.CreatePoint(i);
tp.Data[0] = 1.0 + (i * 3);
tp.Data[1] = 2.0 + (i * 3);
tp.Data[2] = 3.0 + (i * 3);
}
temporal.Generate();
Assert.AreEqual(10, temporal.InputNeuronCount);
Assert.AreEqual(1, temporal.OutputNeuronCount);
Assert.AreEqual(10, temporal.CalculateActualSetSize());
IEnumerator <IMLDataPair> itr = temporal.GetEnumerator();
itr.MoveNext();
// set 0
IMLDataPair pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(1.0, pair.Input.Data[0]);
Assert.AreEqual(2.0, pair.Input.Data[1]);
Assert.AreEqual(4.0, pair.Input.Data[2]);
Assert.AreEqual(5.0, pair.Input.Data[3]);
Assert.AreEqual(7.0, pair.Input.Data[4]);
Assert.AreEqual(8.0, pair.Input.Data[5]);
Assert.AreEqual(10.0, pair.Input.Data[6]);
Assert.AreEqual(11.0, pair.Input.Data[7]);
Assert.AreEqual(13.0, pair.Input.Data[8]);
Assert.AreEqual(14.0, pair.Input.Data[9]);
Assert.AreEqual(18.0, pair.Ideal[0]);
// set 1
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(4.0, pair.Input.Data[0]);
Assert.AreEqual(5.0, pair.Input.Data[1]);
Assert.AreEqual(7.0, pair.Input.Data[2]);
Assert.AreEqual(8.0, pair.Input.Data[3]);
Assert.AreEqual(10.0, pair.Input.Data[4]);
Assert.AreEqual(11.0, pair.Input.Data[5]);
Assert.AreEqual(13.0, pair.Input.Data[6]);
Assert.AreEqual(14.0, pair.Input.Data[7]);
Assert.AreEqual(16.0, pair.Input.Data[8]);
Assert.AreEqual(17.0, pair.Input.Data[9]);
Assert.AreEqual(21.0, pair.Ideal.Data[0]);
// set 2
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(7.0, pair.Input.Data[0]);
Assert.AreEqual(8.0, pair.Input.Data[1]);
Assert.AreEqual(10.0, pair.Input.Data[2]);
Assert.AreEqual(11.0, pair.Input.Data[3]);
Assert.AreEqual(13.0, pair.Input.Data[4]);
Assert.AreEqual(14.0, pair.Input.Data[5]);
Assert.AreEqual(16.0, pair.Input.Data[6]);
Assert.AreEqual(17.0, pair.Input.Data[7]);
Assert.AreEqual(19.0, pair.Input.Data[8]);
Assert.AreEqual(20.0, pair.Input.Data[9]);
Assert.AreEqual(24.0, pair.Ideal.Data[0]);
// set 3
itr.MoveNext();
pair = itr.Current;
Assert.AreEqual(10, pair.Input.Count);
Assert.AreEqual(1, pair.Ideal.Count);
Assert.AreEqual(10.0, pair.Input.Data[0]);
Assert.AreEqual(11.0, pair.Input.Data[1]);
Assert.AreEqual(13.0, pair.Input.Data[2]);
Assert.AreEqual(14.0, pair.Input.Data[3]);
Assert.AreEqual(16.0, pair.Input.Data[4]);
Assert.AreEqual(17.0, pair.Input.Data[5]);
Assert.AreEqual(19.0, pair.Input.Data[6]);
Assert.AreEqual(20.0, pair.Input.Data[7]);
Assert.AreEqual(22.0, pair.Input.Data[8]);
Assert.AreEqual(23.0, pair.Input.Data[9]);
Assert.AreEqual(27.0, pair.Ideal.Data[0]);
}